
Global Radiology Information System (RIS) Competitive Landscape Professional Research Report 2025
Description
Research Summary
A Radiology Information System (RIS) is a specialized software system designed to manage and organize radiological imaging data and associated administrative tasks within a healthcare facility or radiology department. RIS streamlines various aspects of radiology workflow, including scheduling, patient registration, image tracking, reporting, and billing. It integrates with other healthcare information systems, such as Picture Archiving and Communication Systems (PACS), Electronic Health Records (EHR), and Hospital Information Systems (HIS), to facilitate seamless exchange of patient information and imaging data. RIS allows radiology staff to schedule appointments, manage patient records, track imaging exams, generate reports, and communicate with referring physicians efficiently. It also helps improve workflow efficiency, reduce errors, and enhance patient care by providing centralized access to relevant information and streamlining administrative processes.
According to DIResearch's in-depth investigation and research, the global Radiology Information System (RIS) market size was valued at XX Million USD in 2024 and is projected to reach XX Million USD by 2032, with a CAGR of XX% (2025-2032). Notably, the China market has changed rapidly in the past few years. By 2024, China's market size is expected to be XX Million USD, representing approximately XX% of the global market share. By 2032, it is anticipated to grow further to XX Million USD, contributing XX% to the worldwide market share.
The major global manufacturers of Radiology Information System (RIS) include GE Healthcare, Philips, Siemens Healthineers, IBM Watson Health, Fujifilm, Epic Systems, Altera Digital Health, Agfa-Gevaert, Cerner Corporation, Intelerad (Ambra Health), Sectra AB, INFINITT Healthcare, Advanced Data Systems, Medinformatix, Inc., IMAGE Information Systems, PERFECT Imaging, eRAD, PaxeraHealth etc. The global players competition landscape in this report is divided into three tiers. The first tier comprises global leading enterprises that command a substantial market share, hold a dominant industry position, possess strong competitiveness and influence, and generate significant revenue. The second tier includes companies with a notable market presence and reputation; these firms actively follow industry leaders in product, service, or technological innovation and maintain a moderate revenue scale. The third tier consists of smaller companies with limited market share and lower brand recognition, primarily focused on local markets and generating comparatively lower revenue.
This report studies the market size, price trends and future development prospects of Radiology Information System (RIS). Focus on analysing the market share, product portfolio, prices, sales, revenue and gross profit margin of global major manufacturers, as well as the market status and trends of different product types and applications in the global Radiology Information System (RIS) market. The report data covers historical data from 2020 to 2024, based year in 2025 and forecast data from 2026 to 2032.
The regions and countries in the report include North America, Europe, China, APAC (excl. China), Latin America and Middle East and Africa, covering the Radiology Information System (RIS) market conditions and future development trends of key regions and countries, combined with industry-related policies and the latest technological developments, analyze the development characteristics of Radiology Information System (RIS) industries in various regions and countries, help companies understand the development characteristics of each region, help companies formulate business strategies, and achieve the ultimate goal of the company's global development strategy.
The data sources of this report mainly include the National Bureau of Statistics, customs databases, industry associations, corporate financial reports, third-party databases, etc. Among them, macroeconomic data mainly comes from the National Bureau of Statistics, International Economic Research Organization; industry statistical data mainly come from industry associations; company data mainly comes from interviews, public information collection, third-party reliable databases, and price data mainly comes from various markets monitoring database.
Global Key Manufacturers of Radiology Information System (RIS) Include:
GE Healthcare
Philips
Siemens Healthineers
IBM Watson Health
Fujifilm
Epic Systems
Altera Digital Health
Agfa-Gevaert
Cerner Corporation
Intelerad (Ambra Health)
Sectra AB
INFINITT Healthcare
Advanced Data Systems
Medinformatix, Inc.
IMAGE Information Systems
PERFECT Imaging
eRAD
PaxeraHealth
Radiology Information System (RIS) Product Segment Include:
Cloud-based
On-premise
Radiology Information System (RIS) Product Application Include:
Hospitals
Clinics
Others
Chapter Scope
Chapter 1: Product Research Range, Product Types and Applications, Market Overview, Market Situation and Trends
Chapter 2: Global Radiology Information System (RIS) Industry PESTEL Analysis
Chapter 3: Global Radiology Information System (RIS) Industry Porter’s Five Forces Analysis
Chapter 4: Global Radiology Information System (RIS) Major Regional Market Size and Forecast Analysis
Chapter 5: Global Radiology Information System (RIS) Market Size and Forecast by Type and Application Analysis
Chapter 6: North America Passenger Radiology Information System (RIS) Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 7: Europe Radiology Information System (RIS) Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 8: China Radiology Information System (RIS) Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 9: APAC (Excl. China) Radiology Information System (RIS) Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 10: Latin America Radiology Information System (RIS) Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 11: Middle East and Africa Radiology Information System (RIS) Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 12: Global Radiology Information System (RIS) Competitive Analysis of Key Manufacturers (Revenue, Market Share, Regional Distribution and Industry Concentration)
Chapter 13: Key Company Profiles (Product Portfolio, Revenue and Gross Margin)
Chapter 14: Industrial Chain Analysis, Include Raw Material Suppliers, Distributors and Customers
Chapter 15: Research Findings and Conclusion
Chapter 16: Methodology and Data Sources
A Radiology Information System (RIS) is a specialized software system designed to manage and organize radiological imaging data and associated administrative tasks within a healthcare facility or radiology department. RIS streamlines various aspects of radiology workflow, including scheduling, patient registration, image tracking, reporting, and billing. It integrates with other healthcare information systems, such as Picture Archiving and Communication Systems (PACS), Electronic Health Records (EHR), and Hospital Information Systems (HIS), to facilitate seamless exchange of patient information and imaging data. RIS allows radiology staff to schedule appointments, manage patient records, track imaging exams, generate reports, and communicate with referring physicians efficiently. It also helps improve workflow efficiency, reduce errors, and enhance patient care by providing centralized access to relevant information and streamlining administrative processes.
According to DIResearch's in-depth investigation and research, the global Radiology Information System (RIS) market size was valued at XX Million USD in 2024 and is projected to reach XX Million USD by 2032, with a CAGR of XX% (2025-2032). Notably, the China market has changed rapidly in the past few years. By 2024, China's market size is expected to be XX Million USD, representing approximately XX% of the global market share. By 2032, it is anticipated to grow further to XX Million USD, contributing XX% to the worldwide market share.
The major global manufacturers of Radiology Information System (RIS) include GE Healthcare, Philips, Siemens Healthineers, IBM Watson Health, Fujifilm, Epic Systems, Altera Digital Health, Agfa-Gevaert, Cerner Corporation, Intelerad (Ambra Health), Sectra AB, INFINITT Healthcare, Advanced Data Systems, Medinformatix, Inc., IMAGE Information Systems, PERFECT Imaging, eRAD, PaxeraHealth etc. The global players competition landscape in this report is divided into three tiers. The first tier comprises global leading enterprises that command a substantial market share, hold a dominant industry position, possess strong competitiveness and influence, and generate significant revenue. The second tier includes companies with a notable market presence and reputation; these firms actively follow industry leaders in product, service, or technological innovation and maintain a moderate revenue scale. The third tier consists of smaller companies with limited market share and lower brand recognition, primarily focused on local markets and generating comparatively lower revenue.
This report studies the market size, price trends and future development prospects of Radiology Information System (RIS). Focus on analysing the market share, product portfolio, prices, sales, revenue and gross profit margin of global major manufacturers, as well as the market status and trends of different product types and applications in the global Radiology Information System (RIS) market. The report data covers historical data from 2020 to 2024, based year in 2025 and forecast data from 2026 to 2032.
The regions and countries in the report include North America, Europe, China, APAC (excl. China), Latin America and Middle East and Africa, covering the Radiology Information System (RIS) market conditions and future development trends of key regions and countries, combined with industry-related policies and the latest technological developments, analyze the development characteristics of Radiology Information System (RIS) industries in various regions and countries, help companies understand the development characteristics of each region, help companies formulate business strategies, and achieve the ultimate goal of the company's global development strategy.
The data sources of this report mainly include the National Bureau of Statistics, customs databases, industry associations, corporate financial reports, third-party databases, etc. Among them, macroeconomic data mainly comes from the National Bureau of Statistics, International Economic Research Organization; industry statistical data mainly come from industry associations; company data mainly comes from interviews, public information collection, third-party reliable databases, and price data mainly comes from various markets monitoring database.
Global Key Manufacturers of Radiology Information System (RIS) Include:
GE Healthcare
Philips
Siemens Healthineers
IBM Watson Health
Fujifilm
Epic Systems
Altera Digital Health
Agfa-Gevaert
Cerner Corporation
Intelerad (Ambra Health)
Sectra AB
INFINITT Healthcare
Advanced Data Systems
Medinformatix, Inc.
IMAGE Information Systems
PERFECT Imaging
eRAD
PaxeraHealth
Radiology Information System (RIS) Product Segment Include:
Cloud-based
On-premise
Radiology Information System (RIS) Product Application Include:
Hospitals
Clinics
Others
Chapter Scope
Chapter 1: Product Research Range, Product Types and Applications, Market Overview, Market Situation and Trends
Chapter 2: Global Radiology Information System (RIS) Industry PESTEL Analysis
Chapter 3: Global Radiology Information System (RIS) Industry Porter’s Five Forces Analysis
Chapter 4: Global Radiology Information System (RIS) Major Regional Market Size and Forecast Analysis
Chapter 5: Global Radiology Information System (RIS) Market Size and Forecast by Type and Application Analysis
Chapter 6: North America Passenger Radiology Information System (RIS) Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 7: Europe Radiology Information System (RIS) Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 8: China Radiology Information System (RIS) Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 9: APAC (Excl. China) Radiology Information System (RIS) Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 10: Latin America Radiology Information System (RIS) Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 11: Middle East and Africa Radiology Information System (RIS) Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 12: Global Radiology Information System (RIS) Competitive Analysis of Key Manufacturers (Revenue, Market Share, Regional Distribution and Industry Concentration)
Chapter 13: Key Company Profiles (Product Portfolio, Revenue and Gross Margin)
Chapter 14: Industrial Chain Analysis, Include Raw Material Suppliers, Distributors and Customers
Chapter 15: Research Findings and Conclusion
Chapter 16: Methodology and Data Sources
Table of Contents
170 Pages
- 1 Radiology Information System (RIS) Market Overview
- 1.1 Product Definition and Statistica Sclope
- 1.2 Radiology Information System (RIS) Product by Type
- 1.2.1 Cloud-based
- 1.2.2 On-premise
- 1.3 Radiology Information System (RIS) Product by Application
- 1.3.1 Hospitals
- 1.3.2 Clinics
- 1.3.3 Others
- 1.4 Global Radiology Information System (RIS) Market Size Analysis (2020-2032)
- 1.5 Radiology Information System (RIS) Market Development Status and Trends
- 1.5.1 Radiology Information System (RIS) Industry Development Status Analysis
- 1.5.2 Radiology Information System (RIS) Industry Development Trends Analysis
- 2 Radiology Information System (RIS) Market PESTEL Analysis
- 2.1 Political Factors Analysis
- 2.2 Economic Factors Analysis
- 2.3 Social Factors Analysis
- 2.4 Technological Factors Analysis
- 2.5 Environmental Factors Analysis
- 2.6 Legal Factors Analysis
- 3 Radiology Information System (RIS) Market Porter's Five Forces Analysis
- 3.1 Competitive Rivalry
- 3.2 Threat of New Entrants
- 3.3 Bargaining Power of Suppliers
- 3.4 Bargaining Power of Buyers
- 3.5 Threat of Substitutes
- 4 Global Radiology Information System (RIS) Market Analysis by Regions
- 4.1 Global Radiology Information System (RIS) Overall Market: 2024 VS 2025 VS 2032
- 4.2 Global Radiology Information System (RIS) Revenue and Forecast Analysis (2020-2032)
- 4.2.1 Global Radiology Information System (RIS) Revenue and Market Share by Region (2020-2025)
- 4.2.2 Global Radiology Information System (RIS) Revenue and Market Share Forecast by Region (2026-2032)
- 5 Global Radiology Information System (RIS) Market Size by Type and Application
- 5.1 Global Radiology Information System (RIS) Market Size by Type (2020-2032)
- 5.2 Global Radiology Information System (RIS) Market Size by Application (2020-2032)
- 6 North America
- 6.1 North America Radiology Information System (RIS) Market Size and Growth Rate Analysis (2020-2032)
- 6.2 North America Key Manufacturers Analysis
- 6.3 North America Radiology Information System (RIS) Market Size by Type
- 6.4 North America Radiology Information System (RIS) Market Size by Application
- 6.5 North America Radiology Information System (RIS) Market Size by Country
- 6.5.1 US
- 6.5.2 Canada
- 7 Europe
- 7.1 Europe Radiology Information System (RIS) Market Size and Growth Rate Analysis (2020-2032)
- 7.2 Europe Key Manufacturers Analysis
- 7.3 Europe Radiology Information System (RIS) Market Size by Type
- 7.4 Europe Radiology Information System (RIS) Market Size by Application
- 7.5 Europe Radiology Information System (RIS) Market Size by Country
- 7.5.1 Germany
- 7.5.2 France
- 7.5.3 United Kingdom
- 7.5.4 Italy
- 7.5.5 Spain
- 7.5.6 Benelux
- 8 China
- 8.1 China Radiology Information System (RIS) Market Size and Growth Rate Analysis (2020-2032)
- 8.2 China Key Manufacturers Analysis
- 8.3 China Radiology Information System (RIS) Market Size by Type
- 8.4 China Radiology Information System (RIS) Market Size by Application
- 9 APAC (excl. China)
- 9.1 APAC (excl. China) Radiology Information System (RIS) Market Size and Growth Rate Analysis (2020-2032)
- 9.2 APAC (excl. China) Key Manufacturers Analysis
- 9.3 APAC (excl. China) Radiology Information System (RIS) Market Size by Type
- 9.4 APAC (excl. China) Radiology Information System (RIS) Market Size by Application
- 9.5 APAC (excl. China) Radiology Information System (RIS) Market Size by Country
- 9.5.1 Japan
- 9.5.2 South Korea
- 9.5.3 India
- 9.5.4 Australia
- 9.5.5 Southeast Asia
- 10 Latin America
- 10.1 Latin America Radiology Information System (RIS) Market Size and Growth Rate Analysis (2020-2032)
- 10.2 Latin America Key Manufacturers Analysis
- 10.3 Latin America Radiology Information System (RIS) Market Size by Type
- 10.4 Latin America Radiology Information System (RIS) Market Size by Application
- 10.5 Latin America Radiology Information System (RIS) Market Size by Country
- 10.5.1 Mexico
- 10.5.2 Brazil
- 11 Middle East & Africa
- 11.1 Middle East & Africa Radiology Information System (RIS) Market Size and Growth Rate Analysis (2020-2032)
- 11.2 Middle East & Africa Key Manufacturers Analysis
- 11.3 Middle East & Africa Radiology Information System (RIS) Market Size by Type
- 11.4 Middle East & Africa Radiology Information System (RIS) Market Size by Application
- 11.5 Middle East & Africa Radiology Information System (RIS) Market Size by Country
- 11.5.1 Saudi Arabia
- 11.5.2 South Africa
- 12 Competition by Manufacturers
- 12.1 Global Radiology Information System (RIS) Market Revenue by Key Manufacturers (2021-2025)
- 12.2 Radiology Information System (RIS) Competitive Landscape Analysis and Market Dynamic
- 12.2.1 Radiology Information System (RIS) Competitive Landscape Analysis
- 12.2.2 Global Key Manufacturers Headquarter Location and Key Area Sales
- 12.2.3 Market Dynamic
- 13 Key Companies Analysis
- 13.1 GE Healthcare
- 13.1.1 GE Healthcare Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.1.2 GE Healthcare Radiology Information System (RIS) Product Portfolio
- 13.1.3 GE Healthcare Radiology Information System (RIS) Market Data Analysis (Revenue, Gross Margin and Market Share) (2021-2025)
- 13.2 Philips
- 13.2.1 Philips Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.2.2 Philips Radiology Information System (RIS) Product Portfolio
- 13.2.3 Philips Radiology Information System (RIS) Market Data Analysis (Revenue, Gross Margin and Market Share) (2021-2025)
- 13.3 Siemens Healthineers
- 13.3.1 Siemens Healthineers Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.3.2 Siemens Healthineers Radiology Information System (RIS) Product Portfolio
- 13.3.3 Siemens Healthineers Radiology Information System (RIS) Market Data Analysis (Revenue, Gross Margin and Market Share) (2021-2025)
- 13.4 IBM Watson Health
- 13.4.1 IBM Watson Health Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.4.2 IBM Watson Health Radiology Information System (RIS) Product Portfolio
- 13.4.3 IBM Watson Health Radiology Information System (RIS) Market Data Analysis (Revenue, Gross Margin and Market Share) (2021-2025)
- 13.5 Fujifilm
- 13.5.1 Fujifilm Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.5.2 Fujifilm Radiology Information System (RIS) Product Portfolio
- 13.5.3 Fujifilm Radiology Information System (RIS) Market Data Analysis (Revenue, Gross Margin and Market Share) (2021-2025)
- 13.6 Epic Systems
- 13.6.1 Epic Systems Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.6.2 Epic Systems Radiology Information System (RIS) Product Portfolio
- 13.6.3 Epic Systems Radiology Information System (RIS) Market Data Analysis (Revenue, Gross Margin and Market Share) (2021-2025)
- 13.7 Altera Digital Health
- 13.7.1 Altera Digital Health Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.7.2 Altera Digital Health Radiology Information System (RIS) Product Portfolio
- 13.7.3 Altera Digital Health Radiology Information System (RIS) Market Data Analysis (Revenue, Gross Margin and Market Share) (2021-2025)
- 13.8 Agfa-Gevaert
- 13.8.1 Agfa-Gevaert Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.8.2 Agfa-Gevaert Radiology Information System (RIS) Product Portfolio
- 13.8.3 Agfa-Gevaert Radiology Information System (RIS) Market Data Analysis (Revenue, Gross Margin and Market Share) (2021-2025)
- 13.9 Cerner Corporation
- 13.9.1 Cerner Corporation Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.9.2 Cerner Corporation Radiology Information System (RIS) Product Portfolio
- 13.9.3 Cerner Corporation Radiology Information System (RIS) Market Data Analysis (Revenue, Gross Margin and Market Share) (2021-2025)
- 13.10 Intelerad (Ambra Health)
- 13.10.1 Intelerad (Ambra Health) Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.10.2 Intelerad (Ambra Health) Radiology Information System (RIS) Product Portfolio
- 13.10.3 Intelerad (Ambra Health) Radiology Information System (RIS) Market Data Analysis (Revenue, Gross Margin and Market Share) (2021-2025)
- 13.11 Sectra AB
- 13.11.1 Sectra AB Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.11.2 Sectra AB Radiology Information System (RIS) Product Portfolio
- 13.11.3 Sectra AB Radiology Information System (RIS) Market Data Analysis (Revenue, Gross Margin and Market Share) (2021-2025)
- 13.12 INFINITT Healthcare
- 13.12.1 INFINITT Healthcare Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.12.2 INFINITT Healthcare Radiology Information System (RIS) Product Portfolio
- 13.12.3 INFINITT Healthcare Radiology Information System (RIS) Market Data Analysis (Revenue, Gross Margin and Market Share) (2021-2025)
- 13.13 Advanced Data Systems
- 13.13.1 Advanced Data Systems Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.13.2 Advanced Data Systems Radiology Information System (RIS) Product Portfolio
- 13.13.3 Advanced Data Systems Radiology Information System (RIS) Market Data Analysis (Revenue, Gross Margin and Market Share) (2021-2025)
- 13.14 Medinformatix, Inc.
- 13.14.1 Medinformatix, Inc. Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.14.2 Medinformatix, Inc. Radiology Information System (RIS) Product Portfolio
- 13.14.3 Medinformatix, Inc. Radiology Information System (RIS) Market Data Analysis (Revenue, Gross Margin and Market Share) (2021-2025)
- 13.15 IMAGE Information Systems
- 13.15.1 IMAGE Information Systems Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.15.2 IMAGE Information Systems Radiology Information System (RIS) Product Portfolio
- 13.15.3 IMAGE Information Systems Radiology Information System (RIS) Market Data Analysis (Revenue, Gross Margin and Market Share) (2021-2025)
- 13.16 PERFECT Imaging
- 13.16.1 PERFECT Imaging Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.16.2 PERFECT Imaging Radiology Information System (RIS) Product Portfolio
- 13.16.3 PERFECT Imaging Radiology Information System (RIS) Market Data Analysis (Revenue, Gross Margin and Market Share) (2021-2025)
- 13.17 eRAD
- 13.17.1 eRAD Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.17.2 eRAD Radiology Information System (RIS) Product Portfolio
- 13.17.3 eRAD Radiology Information System (RIS) Market Data Analysis (Revenue, Gross Margin and Market Share) (2021-2025)
- 13.18 PaxeraHealth
- 13.18.1 PaxeraHealth Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.18.2 PaxeraHealth Radiology Information System (RIS) Product Portfolio
- 13.18.3 PaxeraHealth Radiology Information System (RIS) Market Data Analysis (Revenue, Gross Margin and Market Share) (2021-2025)
- 14 Industry Chain Analysis
- 14.1 Radiology Information System (RIS) Industry Chain Analysis
- 14.2 Radiology Information System (RIS) Industry Raw Material and Suppliers Analysis
- 14.2.1 Radiology Information System (RIS) Key Raw Material Supply Analysis
- 14.2.2 Raw Material Suppliers and Contact Information
- 14.3 Radiology Information System (RIS) Typical Downstream Customers
- 14.4 Radiology Information System (RIS) Sales Channel Analysis
- 15 Research Findings and Conclusion
- 16 Methodology and Data Source
- 16.1 Methodology/Research Approach
- 16.2 Research Scope
- 16.3 Benchmarks and Assumptions
- 16.4 Date Source
- 16.4.1 Primary Sources
- 16.4.2 Secondary Sources
- 16.5 Data Cross Validation
- 16.6 Disclaimer
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